{"id":"W4407262392","doi":"10.1002/clc.70092","title":"Author's Reply to “Digital Devices for Arrhythmia Detection: What Is Still Missing?”","year":2025,"lang":"en","type":"letter","venue":"Clinical Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Clinical Practice; Heart Rhythm; Atrial fibrillation; Population; Duration (music); Medical emergency; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.000766805,0.0003786528,0.001852396,0.0002588704,0.00009451412,0.0001765121,0.0001908477,0.001488221,0.00006977547],"category_scores_gemma":[0.002703018,0.0003214111,0.001595899,0.0002258069,0.0001496546,0.0001541913,0.000187357,0.001013764,0.0002145647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008284601,"about_ca_system_score_gemma":0.0001727343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003072005,"about_ca_topic_score_gemma":0.000001141518,"domain_scores_codex":[0.9968518,0.0001862141,0.001229831,0.001021886,0.0002452831,0.0004649846],"domain_scores_gemma":[0.9955797,0.002799994,0.0003137656,0.0008207102,0.0003158026,0.0001700283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003454907,7.938769e-7,0.005302622,0.000247559,0.0006392546,0.0001687279,0.00001471144,0.000002712565,7.678564e-7,0.000005475489,0.8361591,0.1571128],"study_design_scores_gemma":[0.0009744595,0.0006150441,0.006466911,0.0002090364,0.0008665965,0.00005351055,0.00004042646,0.00001897247,0.000004768643,0.0004189453,0.9900326,0.0002987952],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003875795,0.0007242603,0.006551151,0.9788281,0.009806893,0.001459311,0.00007231611,0.0001674416,0.00200293],"genre_scores_gemma":[0.002778404,0.0001155367,0.0007621059,0.8511086,0.08758736,0.00003221059,0.0004155577,0.00005259406,0.0571476],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.156814,"threshold_uncertainty_score":0.9999238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1408490201412109,"score_gpt":0.4339302006882982,"score_spread":0.2930811805470873,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}